{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "9c4db95f-08d1-4880-b3e4-3f2030e4a0cb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1400x1000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\nonoh\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\joblib\\externals\\loky\\backend\\context.py:136: UserWarning: Could not find the number of physical cores for the following reason:\n",
      "[WinError 2] The system cannot find the file specified\n",
      "Returning the number of logical cores instead. You can silence this warning by setting LOKY_MAX_CPU_COUNT to the number of cores you want to use.\n",
      "  warnings.warn(\n",
      "  File \"C:\\Users\\nonoh\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\joblib\\externals\\loky\\backend\\context.py\", line 257, in _count_physical_cores\n",
      "    cpu_info = subprocess.run(\n",
      "  File \"C:\\Users\\nonoh\\AppData\\Local\\Programs\\Python\\Python310\\lib\\subprocess.py\", line 503, in run\n",
      "    with Popen(*popenargs, **kwargs) as process:\n",
      "  File \"C:\\Users\\nonoh\\AppData\\Local\\Programs\\Python\\Python310\\lib\\subprocess.py\", line 971, in __init__\n",
      "    self._execute_child(args, executable, preexec_fn, close_fds,\n",
      "  File \"C:\\Users\\nonoh\\AppData\\Local\\Programs\\Python\\Python310\\lib\\subprocess.py\", line 1456, in _execute_child\n",
      "    hp, ht, pid, tid = _winapi.CreateProcess(executable, args,\n"
     ]
    },
    {
     "data": {
      "image/png": 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2XkxrSot2PtaLfL0jqXdftSy66AWNDgep4/Tr3U9txdBASFtadAjJDRs2XNT5a76/Bix6jjpmvt551ZQtHX5UO5Ba0bFd03z0QkxbiLTenMPNaj5+5vkmtOO0pnJonWlnch0+U4d81brJPOeEJ7TeNZ9ch4fV+QY0eNIceB0OVNPS/E1bjd555x1TP9r3QoeG1b4zmsainXP1+6KpdBdDW7z0DroeUwNG7bDvHG5WP3cdTthqmpaj339N69Nz0vPRztfu9k9xpVOnTuZCXod+1RYFnb9CWxG0j4O+psMK63vq3BAjRoww/SG0f5N+t3XOCA1U9fdAy3Qhur1OZqjvob97muakrRPZ565o3ry5+b3Vvx/6dyXzMMYXy91zsKKOAWSTx4hRAOD4448/HAMHDnRUq1bNERUV5ShatKjj8ssvd7z66qtZhnjNPtysWrNmjaN169ZmvypVqjgmTZqUY7jZtWvXmmFB9XUdqlOH/bzmmmscq1evznKs5cuXm6E09VjZh0ndtWuXGY5Vh/SMjIx0VKxY0Rzjyy+/zHOY0Qs5fPiw4+6773aULl3avK8Oa+tq6FRfDTerFixYYOq3UKFCjri4OEevXr0cW7ZsybH/vHnzzPCoWq66deuaYXFzG242tyFkM79/cnKyY/jw4Y6mTZuaz1iHANXHU6dOzTHcbMOGDd2ug7zeP/twsy+++KLjQtatW+fo06ePo1SpUub7ou978803OxYuXJixjbMetI6zy+t78Nlnn5khW/W4OqTp7bff7jhw4ECWbfQ7rnXjiqtzze3cFi1aZNZ/8cUXGev0c+7SpYsZzli/c/p7p8O1Zh+yN7cyuPr8dWhlfe969eqZ70qZMmUcPXv2NL+bmemQvjoUsx5XF91ez2X79u0uzzX7e2rZb7zxRvPdKVGihGPw4MFZhu7N7IUXXjD7PP/88w5P5fVdceccvK1jAHmz6T/Zgw0AAAAraEuQtgJp60L2UbQAFGwEFgAAIF/oJYemR+ms1+7OkQGg4KCPBQAAsJQO3KBzR2gwoaMzffPNN/4uEgAL0GIBAAAspWlPOhysDj2tQxnrEMYAgg+BBQAAAACvMY8FAAAAAK8RWAAAAADwGp23XdAJhP7++28zwY7NZvN3cQAAAAC/0F4TOolqhQoVzGSleSGwcEGDisqVK/u7GAAAAEBA+PPPP6VSpUp5bkNg4YK2VDgrMC4uTgq61NRUmTdvnnTr1k0iIyP9XZygRB1bi/q1HnVsPerYWtSv9ajj0KzjxMREc8PdeX2cFwILF5zpTxpUBEtgERsba84lUL6kwYY6thb1az3q2HrUsbWoX+tRx6FdxzY3ugfQeRsAAACA1wgsAAAAAHiNwAIAAACA1+hj4YX09HSTCxfotIwRERFy/vx5U2araC5geHi4ZccHAABA4CKwuMjxfA8dOiQJCQlSUMobHx9vRrmyel6O4sWLm/di/g8AAIDQQmBxEZxBRdmyZU3P/UC/iNYJ/86cOSNFihS54MQm3gQvSUlJcuTIEfO8fPnylrwPAAAAAhOBhYc0lcgZVJQqVUoKAg0sUlJSJCYmxrLAQhUqVMj81OBC64e0KAAAgNBB520POftUaEsFcnLWS0HoewIAAADfIbC4SIGe/uQv1AsAAEBoIrAAAAAA4DUCiwC72z9r1ix/FwMAAADwGIFFPo8m9dBDD0mNGjUkOjpaKleuLL169ZKFCxf6/L0WL15sApWCMiQuAAAACjZGhcone/fulcsvv9zM8/Diiy9K48aNTQfnuXPnyqBBg2Tbtm0SiHQYWR0JSyfYAwAAAHJDi0U+efDBB00LwqpVq+SGG26QOnXqSMOGDWXYsGGycuVKt1oc1q9fb9ZpkKL27dtnWjxKlCghhQsXNsf74YcfzOudOnUy2+hrOuyrvr9z6NkJEyZI9erVzfCwTZs2lS+//DLH+/7444/SsmVL07KybNmyfKghAAAAOCWnp0m6zkWWmizn01PN4zR7ugQybkPngxMnTsicOXNk/PjxJgDITlsxLoa2dOj8FEuXLjXH3bJli5kET1OsvvrqKxPAbN++3axzDv+qQcVHH30k06ZNk9q1a5t977jjDilTpox06NAh49hPPvmkvPTSSyZtS4MTAAAA5I+/zybIwsM7ZM3R/ZLmsJt1FWKLyZUV6spl5apLuM0mYbbAax8gsMgHO3fuNClF9erV8+lx9+/fb4IHTatSGgQ4lSxZ0vzUieri4uIkMTFRkpOT5fnnn5cFCxZImzZtMvbRFok333wzS2AxduxY6dq1q0/LCwAAgNyl/tsi8cLG+ZKWbQT/v5NOyUc7V8mCv7bJo026SJHIqIALLggs8oEGFVZ4+OGH5YEHHpB58+ZJly5dTJDRpEmTPAOcpKSkHAGDtno0b948y7pWrVpZUmYAAADklJKeJquO/JPunpdD5xJl4sYF8kyLnhIWYNOHBVaYE6Q05Uj7LXjSQTssLCxHUJJ9Nut7771Xdu/eLXfeeads2rTJBAOvvvpqrsc8c+aM+Tl79mzTX8O5aApV5n4WylXKFgAAAKwRbguT2ft/d2tbDS5+PbJX0uz/pEkFCgKLfKBpSd27d5fXX39dzp49m+N1V0PCap8HdfDgwYx1GgRkp/0p7r//fvn666/l0Ucflbffftusj4qKMj91RCenBg0amM7YmkJVq1atLIseBwAAAPkv3WGXtcf/lKT0ZLf3WfT3dgmwBgsCi/yiQYVe5F966aWmY/WOHTtk69atMmXKlIz+Dpk5L/ZHjx5tttVWhokTJ2bZZujQoWa42j179sjatWtl0aJFUr9+ffNa1apVTSvJ999/L0ePHjWtFUWLFpXHHntMHnnkEfnggw9k165dZj9t5dDnAAAA8E/fiq0nD3m0z4GzCSYgCSQEFvlEO0nrRbwOA6stC40aNTJ9HXRyvDfeeCPH9pGRkfLJJ5+Y9CntN/Hf//5XnnvuuSzbaKCiI0NpMNGjRw8zhO3UqVPNaxUrVpQxY8aY0Z3Kly8vjz/+uFk/btw4efbZZ83oUM79NGjR4WcBAADgH2kXMZSsc8SoQEHn7XykF/ivvfaaWdzp5K0T6m3cuDHXbfLqT6E0gNBF567QUaGUtmIMGTLELK507NjRss7mAAAAyClMbFI8upB4IjIsXKLDA+tSnhYLAAAAwI+iwiOkffnaHu1zSZmqdN4GAAAAkFXxqEJSK66suKtbpfq0WAAAAADImQ7Vr3Zrccf11ZpK6egiEmgILAAAAACLpdvtkpqenutITjqHWWxEpHlcu5jrlou4yBi5s/al0rliPYkMD5dAE1jtJwAAAECQSHfYzaA4x5OTZM3RfZKcniaFI6PksrLVJSYiSiJsNgmz/e8+f0TYP8HCffXayTlHmvx8aKckJJ8zHbUblCgvTUpVNAGKPg9EBBYAAACAj6Wkp8uhc6fk012rZVfisSyvfb1ngzQqWV5ur3WpFI2MzggonDRwiI2MkaurNDbBie3fdRqEhIcHbsJR4JYMAAAAKIBS09Nl35nj8sKG+TmCCuUQh2w68beMX/ejnEo5Z1ohXNFgIiY8UqLDI7O0bASqwC8hAAAAUIA4xCGv/77EzKidl9OpyfLq70vEpk0SQYDAwk9S0tPMDIuad6c/9TkAAAAKtjR7uiw/vFvOpae6tf3BpFOyO/F4UExQTB8LfwQUDrss+vsPWXfsT0lKS5HYiChpXrqydKpQRyJsYWaSFAAAABQ8YTab6XTtiUUH/5DKRYoX+Dv+Bb38BYo2hy0+uEMeW/m1fLtvo/x59qQcTz5rfupzXa+va6Rrlddff12qVasmMTEx0rp1a1m1alWe23/xxRdSr149s33jxo3lhx9+sKxsAAAABV2YLUyOnT/r0T7Hz58Rm+miXbARWORjS4W2Uny1Z12u4xfren1dt7MiNeqzzz6TYcOGyahRo2Tt2rXStGlT6d69uxw5csTl9suXL5e+ffvKgAEDZN26ddK7d2+zbN682edlAwAACBbhHnaaCLeFScFPhCKwyNfWill7N7i17cy9G0y6lK+9/PLLMnDgQLn77rulQYMGMm3aNImNjZXp06e73P6VV16RHj16yPDhw6V+/foybtw4adGihbz22ms+LxsAAECwXPNVL1rao32qFS0lwYDAIh9o64OmOOXWUpGdbrfYx60WKSkpsmbNGunSpUuWGR71+YoVK1zuo+szb6+0hSO37QEAAEJdhC1MulSs5/b22rbRtWI9iQ6CPrYEFvnUiUc7anti7bE/zX6+cvz4cUlPT5dy5cplWa/PDx065HIfXe/J9gAAAKHOZrNJ3eJlpWqRkm5tf0mZalI4MlqCAYFFPtC8OR39yRPn0lMKxEQoAAAAyGlo4yulYmzxPLdpWKK89K/T2kyEFwwKfptLAaCpTTqkrI4A5a5C4VFid9glzOabL1qpUqUkPDxcDh8+nGW9Po+Pj3e5j673ZHsAAACIuTkcEx4hI5p3l6UHd8jiv3fIkfOnM17X1ozOFepKqzJVJTwseG4k+/VMli5dKr169ZIKFSqYZqNZs2ZleV3XuVpefPHFXI85evToHNvrcKn+ZHc4zDwVnmhRurLZz1eioqKkZcuWsnDhwv+Vy243z9u0aeNyH12feXs1f/78XLcHAADA/4ILbYloX762jGl1tUy49DoZ3fJqeaH19fJ4025BF1Qov57N2bNnzZCnOreCKwcPHsyy6OhFGijccMMNeR63YcOGWfZbtmyZ+JNOeNexfG2TEuUO3a5jhTo+nyhv6NCh8vbbb8sHH3wgW7dulQceeMB8BjpKlOrXr5+MGDEiY/shQ4bInDlzZOLEibJt2zYTtK1evVoGDx7s03IBAAAEq8iwcBNklIwuLOVji0mxqEISERYWdEGF31OhevbsaZbcZE+5+eabb6RTp05So0aNPI8bERERcOk6+qXqXa2pmafiQq6v1tSMKOBrt9xyi+nEPXLkSNMBu1mzZiZwcHbQ3r9/vxkpyqlt27YyY8YMeeaZZ+Spp56S2rVrm1alRo0a+bxsAAAAKNgKTB8Lze2fPXu2udt+ITt27DDpVTpbtKbtTJgwQapUqSL+pK0PV1aoY4YU03kqXA09qy0VGlR0qlBHIizqxKOtDbm1OCxevDjHuptuusksAAAAQFAEFhpQFC1aVPr06ZPndq1bt5b3339f6tata9KgxowZI1dccYWZLVr3dyU5OdksTomJieZnamqqWTLT5w6Hw/RP0MUTYWKTDuVry+XxNc08FTqkrI7+pB21tU+Fpj9pS4Vu5+mx86Lldf705XFd0ePr+2g9aWfxUOH8nmT/vsA3qF/rUcfWo46tRf1ajzoOzTpO9aAsNofzqtPPtO/EzJkzpXfv3i5f1w7YXbt2lVdffdWj4yYkJEjVqlVl0qRJMmDAAJfbaN8BDUCy0zQgnZnaVZpV5cqVTYfoi6HHCIuMkMiISJNfl263S2paqthT0yQtzXeT4vmDTsT3559/mlSrgn4uAAAAoS4pKUluu+02OXXqlMTFxRX8Fouff/5Ztm/fLp999pnH+xYvXlzq1KkjO3fuzHUb7bA8bNiwLC0WGjh069YtRwWeP3/eXDgXKVLEpFp5zeGQcJtNwiOjRHSxgMaOp0+fNi02GsBZSeunUKFC0r59e9/UTwGh0byOmKXBb2RkpL+LE3SoX+tRx9ajjq1F/VqPOg7NOk78N5PHHQUisHj33XfNUKk6gpSnzpw5I7t27ZI777wz122io6PNkp1+oNk/VJ29Wi/OtZNz5o7OgcyZ/uQst5X0+Po+ruouFITqeecX6td61LH1qGNrUb/Wo45Dq44jPSiHX6+M9aJ//fr1ZlF79uwxj3V0osxR0hdffCH33nuvy2N07txZXnvttYznjz32mCxZskT27t0ry5cvl+uvv97k+vft2zcfzggAAAAITX5tsdA5EXT4WCdnOlL//v1NB2z16aefmlSe3AIDbY04duxYxvMDBw6YbXVY1TJlyki7du1k5cqV5jEAAACAIAwsOnbsmDFiUW7uu+8+s+RGWyYy00AEAAAAQP4qGJ0EAAAAAAS0AtF5Oxg50lJEdHZtnQjPni7isIstwppRoQAAAACrEVj4I6BISxPH+p/EsWONSHKSSHSs2Gq3FGl2pU5yQYABAACAAodUqHzkSEsVx/pFYp82VBzLZ4oc3S+SeMz81Odm/fpF4ki3ZrbFpUuXSq9evaRChQpmSNhZs2ZdcJ/FixdLixYtzHC8tWrVyuhUDwAAAGRGYJGPLRWmlWLp5/+kPrliTzevO9b99E/Lho+dPXvWzAXy+uuvu7W9Dv979dVXm5G7dBjgoUOHmmF/586d6/OyAQAAoGAjFSq/aGvFsq/c2lS3szW6QsTHKVE9e/Y0gYK7pk2bJtWrV5eJEyea5/Xr15dly5bJ5MmTpXv37j4tGwAAAAo2WizysbUi15YKVy0XG6xptfDEihUrpEuXLlnWaUCh6wEAAIDMCCzygy1MHDvWerSL6dito0b50aFDh6RcuXJZ1ulznQ393LlzfisXAAAAAg+BRX7QIWV19CdP6PZhfDwAAAAoGLhyzQ+aAhUd69k+ur3dLv4UHx8vhw8fzrJOn8fFxUmhQoX8Vi4AAAAEHgKL/KCT3+k8FR4w2zv8G1i0adNGFi5cmGXd/PnzzXoAAAAgMwKLfKAT3tmadfonJcodYeFia3qlzyfKO3PmjBk2VhfncLL6eP/+/eb5iBEjpF+/fhnb33///bJ79255/PHHZdu2bTJ16lT5/PPP5ZFHHvFpuQAAAFDwEVjkl4hIsbW7wa1Nbe1uNDNw+9rq1aulefPmZlHDhg0zj0eOHGmeHzx4MCPIUDrU7OzZs00rhc5/ocPOvvPOOww1CwAAgByYxyKfmNaH5leax2Y+C1dDz2pLRbsbxNa8k9jCI31eho4dO4rD4cj1dVezaus+69at83lZAAAAEFwILPKRCRaadTKT35l5KnRIWR39KTrW9KnQ9CdtqbAiqAAAAACsRGDhj5YLXVp2E1urHv8MKaujP2kHbx/3qQAAAADyC4GFn2QJIsLp6gIAAICCjStaAAAAAF4jsAAAAADgNQILAAAAAF4jsAAAAADgNQILAAAAAF5jVCg/SUuzi82mo83axG53iM5bFxFBnAcAAICCicDCDwFFWrpd1m87Ijv2n5TklHSJjgqX2lVKSLN6ZSUiPIwAAwAAAAUOV7D5yBlQTPt8gyxf/7ccPXFOEs+kmJ/6XNfr6+npdp+/96RJk6R169ZStGhRKVu2rPTu3Vu2b99+wf2++OILqVevnsTExEjjxo3lhx9+8HnZAAAAUPARWORjS8X6rUdk6ZoDJvXJFV2vr6/bdsRs70vLly+XBx54QFauXCnz58+X1NRU6datm5w9ezbPffr27SsDBgyQdevWmWBEl82bN/u0bAAAACj4SIXKx9aKZev+cmvbZWv/kka1Svs0JerLL7+UuLg4CQv755jvv/++ablYs2aNtG/f3uU+r7zyivTo0UOGDx9uno8bN84EJa+99ppMmzbNZ2UDAABAwUeLRX61Vmw7kmtLRXa63YbtR33eapHZqVOnzM+SJUvmus2KFSukS5cuWdZ1797drAcAAAAyI7DIBzr6k3bU9sSOfSfNflaw2+0ydOhQufzyy6VRo0a5bnfo0CEpV65clnX6XNcDAAAAmZEKlQ90SFkd/ckTySlpZj8rDBo0yPSTWLZsmSXHBwAAQOghsMgHmtqkQ8p6IjoqwuwXHu7b4GLw4MHy/fffy9KlS6VSpUp5bhsfHy+HDx/Osk6f63oAAAAgM1Kh8oFOfqfzVHiidtUSZj/flcEhDz30kMycOVN++uknqV69+gX3adOmjSxcuDDLOu28resBAACAzAgs8oGO7qST37mb2qTbNa1bxqejQj322GPy8ccfy4wZM8xcFtpPQpdz585lbNOvXz8ZMWJExvMhQ4bInDlzZOLEibJt2zYZPXq0rF692rR6AAAAAJkRWOQTnVG7XfOKbm3brkVFs70vTZ8+3YwE1bFjRylfvnzG8tlnn2Vss3//fjl48GDG87Zt25pA5K233pKmTZuaIWtnzZqVZ4dvAAAAhCb6WOQTbX1oXr+siO2feSpcDT2rLRUaVDSvV1bCfRxYnDx5Mss8Fq4sXrw4x7qbbrrJLAAAAEBeCCzykQYLzeqWNZPf6TwVOqSsjv6kHbW1T4VJfwoP83lQAQAAAFiNwMIPLRe6tGxQTlo1LGdaKbT1Qjtq+7JPBQAAAJCfCCz8JHMQ4eshZQEAAID8xi1yAAAAAF4jsPBiXgjkRL0AAACEJgILD0VGRpqfSUlJ/i5KQHLWi7OeAAAAEBroY+Gh8PBwKV68uBw5csQ8j42NFZstsPtI2O12SUlJkfPnz+c53Ky3LRUaVGi9aP1oPQEAACB0EFhchPj4ePPTGVwEOr3o1xm2CxUqZHkQpEGFs34AAAAQOggsLoJenOus1WXLlpXU1FQJdFrGpUuXSvv27S1NUdJj01IBAAAQmggsvKAX0QXhQlrLmJaWJjExMfR9AAAAgCXovA0AAADAawQWAAAAALxGYAEAAADAawQWAAAAALxGYAEAAADAawQWAAAAALxGYAEAAADAawQWAAAAAAp2YKGzQffq1UsqVKhgZrOeNWtWltfvuususz7z0qNHjwse9/XXX5dq1aqZCeFat24tq1atsvAsAAAAAPg1sDh79qw0bdrUBAK50UDi4MGDGcsnn3yS5zE/++wzGTZsmIwaNUrWrl1rjt+9e3c5cuSIBWcAAAAAQEX4sxp69uxplrxER0dLfHy828ecNGmSDBw4UO6++27zfNq0aTJ79myZPn26PPnkk16XGQAAAEAB7GOxePFiKVu2rNStW1ceeOABOX78eK7bpqSkyJo1a6RLly4Z68LCwszzFStW5FOJAQAAgNDj1xaLC9E0qD59+kj16tVl165d8tRTT5kWDg0SwsPDc2x/7NgxSU9Pl3LlymVZr8+3bduW6/skJyebxSkxMdH8TE1NNUtB5zyHYDiXQEUdW4v6tR51bD3q2FrUr/Wo49Cs41QPyhLQgcWtt96a8bhx48bSpEkTqVmzpmnF6Ny5s8/eZ8KECTJmzJgc6+fNmyexsbESLObPn+/vIgQ96tha1K/1qGPrUcfWon6tRx2HVh0nJSUFR2CRXY0aNaR06dKyc+dOl4GFvqYtGYcPH86yXp/n1U9jxIgRpsN35haLypUrS7du3SQuLk4KOo009QvatWtXiYyM9HdxghJ1bC3q13rUsfWoY2tRv9ZKSU+TlNRUWfrTIjlTq4yERYRL1SIlpXnpymJ3OCQqvEBdUgas1AD8HjszedxRoL4FBw4cMH0sypcv7/L1qKgoadmypSxcuFB69+5t1tntdvN88ODBeXYQ1yU7/UAD5UP1hWA7n0BEHVuL+rUedWw96tha1K9vadCQ7rDLl3s2yJpDe6WzFJLlx/dKmk1EjuySL/avl84V6kmPyg0lIizgu+4WGJEB9D32pBx+/QacOXNG1q9fbxa1Z88e83j//v3mteHDh8vKlStl7969Jji47rrrpFatWmb4WCdtuXjttdcynmvLw9tvvy0ffPCBbN261XT41mFtnaNEAQAAwD0aVEzcuECWH94t6WLP8XpSWqp8t3+TfLTjV0mzp/uljAgcfm2xWL16tXTq1CnjuTMdqX///vLGG2/Ixo0bTYCQkJBgJtHT1KRx48ZlaV3QTt3aadvplltukaNHj8rIkSPl0KFD0qxZM5kzZ06ODt0AAADIXXJ6mny7b6PsOZ37iJxOK47skUYlK0jzUpUlnJaLkOXXwKJjx47icDhyfX3u3LkXPIa2ZmSnaU95pT4BAAAgb+E2myw/vMvt7ef/tU2alapkaZkQ2AgpAQAAkMPGE3+ZVCd37T19XE6lnLe0TAhsBBYAAADI0Wn76LkzHu+XkOL+0KQIPgQWAAAAyEIHfYoMyzkZ8YVczD4IHgQWAAAAyMJms0mDErnPAeZKdHiExBcqZlmZEPgILAAAAJBD6ZiiUq1oKbe3b122mjgk90F5EPwILAAAAOAyHapPtWZiM4/yFhsRKVdXbmRaLRC6CCwAAACQg85HUb1oKbmnbhsJs+UeXMRGRMnQRp2lcOT/5hlDaCKsBAAAgEtR4RFmbopxLXvJ3P2bRU4ezngtLjJGrihfS66sUNe0VNBxGwQWAAAAyDO4KF2oiPSu2lQWbJsn41peK1FRkSb9Kc1uN68Dim8CAAAALsgZQBSNipbIyMh/15FVj//h2wAAAADAawQWAAAAALxGYAEAAADAawQWAAAAALxGYAEAAADAawQWAAAAALxGYAEAAADAawQWAAAAALxGYAEAAAAgf2fettvtsmTJEvn5559l3759kpSUJGXKlJHmzZtLly5dpHLlyt6XCAAAAEBwtlicO3dOnnvuORM4XHXVVfLjjz9KQkKChIeHy86dO2XUqFFSvXp189rKlSutLzUAAACAgtdiUadOHWnTpo28/fbb0rVrV4mMjMyxjbZgzJgxQ2699VZ5+umnZeDAgVaUFwAAAEBBDSzmzZsn9evXz3ObqlWryogRI+Sxxx6T/fv3+6p8AAAAAIIlFepCQUVm2ppRs2ZNb8oEAAAAIJg7bztp/4pVq1bJkSNHTIfuzPr16+ersgEAAAAI1sDiu+++k9tvv13OnDkjcXFxYrPZMl7TxwQWAAAAQOjxeB6LRx99VO655x4TWGjLxcmTJzOWEydOWFNKAAAAAMEVWPz111/y8MMPS2xsrDUlAgAAABD8gUX37t1l9erV1pQGAAAAQGj0sbj66qtl+PDhsmXLFmncuHGOOS2uvfZaX5YPAAAAQDAGFs6J78aOHZvjNe28nZ6e7puSAQAAAAjewCL78LIAAAAA4HEfCwAAAADwSWCxZMkS6dWrl9SqVcss2q/i559/vphDAQAAAAjFwOKjjz6SLl26mOFmddhZXQoVKiSdO3eWGTNmWFNKAAAAAMHVx2L8+PHywgsvyCOPPJKxToOLSZMmybhx4+S2227zdRkBAAAABFuLxe7du00aVHaaDrVnzx5flQsAAABAMAcWlStXloULF+ZYv2DBAvMaAAAAgNDjcSrUo48+alKf1q9fL23btjXrfvnlF3n//ffllVdesaKMAAAAAIItsHjggQckPj5eJk6cKJ9//rlZV79+ffnss8/kuuuus6KMAAAAAIItsFDXX3+9WQAAAABAMUEeAAAAgPxpsShZsqT88ccfUrp0aSlRooTYbLZctz1x4oT3pQIAAAAQfIHF5MmTpWjRoubxyy+/bHWZAAAAAARjYNG/f3+XjwEAAADA7cAiMTHR7dqKi4ujZgEAAIAQ41ZgUbx48Tz7VSiHw2G2SU9P91XZAAAAAARTYLFo0SLrSwIAAAAguAOLDh06WF8SAAAAAMEdWGzcuNHtAzZp0sSb8gAAgCCVmpYu4WFhcvZcqkmhLhQTqcnUEhkR7u+iAcivwKJZs2am/4T+EcgLfSwAAEB2ael2SUlNl9WbD8vmncfkfHKaWR8eZpM61UrIJY3ipXjRGImIYN5eIOgDiz179lhfEgAAEJRBxbETSfLV/B2SnJr15mO63SFbd5+QbXtOyJWXVpGGtUoTXADBHlhUrVrV+pIAAICgcy45Tb6cv8O0WORGEyIW/rpfihaOkqoV4iQ8nOACKIjc+s399ttvJTU1NeNxXosnli5dKr169ZIKFSqYNKpZs2ZlvKbv98QTT0jjxo2lcOHCZpt+/frJ33//necxR48ebY6VealXr55H5QIAAL7pU7Fq48E8g4rMlq3764LD2wMo4C0WvXv3lkOHDknZsmXNY1/1sTh79qw0bdpU7rnnHunTp0+W15KSkmTt2rXy7LPPmm1OnjwpQ4YMkWuvvVZWr16d53EbNmwoCxYsyHgeEeHWaQIAAB/S64Ktu4+7vf2xk+fk2MkkKVuqsKXlAmANt6647Xa7y8fe6tmzp1lcKVasmMyfPz/Lutdee00uvfRS2b9/v1SpUiXX42ogER8f77NyAgAAzyUknpeUVM+uG/YfPC1lSsbScgEUQAUqifHUqVPmD43OBJ6XHTt2mNSpGjVqyO23324CEQAAkL+0c/bF7HMRuwEIABeVI7Rw4UKZPHmybN261TyvX7++DB06VLp06SJWOX/+vOlz0bdvX4mLi8t1u9atW8v7778vdevWlYMHD8qYMWPkiiuukM2bN0vRokVd7pOcnGwWp8TExIx+Hs6+JQWZ8xyC4VwCFXVsLerXetSx9UKxjmOibGITz1osisaGiz09Tewejl4fivWb36jj0KzjVA/KYnNcaHKKbKZOnWr6Otx4443Spk0bs27lypXy5ZdfmmBj0KBBF52HOXPmTJd9OPSEbrjhBjlw4IAsXrw4z8Aiu4SEBDOq1aRJk2TAgAG5dvjWACS7GTNmSGxsrIdnAgAAAAQH7fd82223mcyhC12DexxYVKpUSZ588kkZPHhwlvWvv/66PP/88/LXX3/5NLDQoOLmm2+W3bt3y08//SSlSpXy+NiXXHKJaU2ZMGGC2y0WlStXlmPHjnkUxAQqrUPtr9K1a1eJjNRZTuFr1LG1qF/rUcfWC8U6ttsdsv9Qony/eLdb2zerV1ZaN4m/qJm4Q7F+8xt1HJp1nJiYKKVLl3YrsPA4FUpbAHr06JFjfbdu3Uyqki85gwrtM7Fo0aKLCirOnDkju3btkjvvvDPXbaKjo82SnX6ggfKh+kKwnU8goo6tRf1ajzq2XqjVcY1KJaVZvSRZt+1InttVKFNE2req4vUcFqFWv/5AHYdWHUd6UA6Pf3t1uFdtWcjum2++kWuuucbji/7169ebxTnDtz7WztYaVGi6lQ4t+/HHH5thbHXIW11SUlIyjtG5c2czWpTTY489JkuWLJG9e/fK8uXL5frrr5fw8HDTNwMAAOQvDRTat6okHS+pLIUL5bxAiQgPkyZ1y8iN3etIWBgjQQEFmVstFlOmTMl43KBBAxk/frzp65C5j8Uvv/wijz76qEdvrkFDp06dMp4PGzbM/Ozfv7/p9+CccK9Zs2ZZ9tPWi44dO5rH2hqhKUtO2g9Dg4jjx49LmTJlpF27dqZ8+hgAgEClmclpaXax/Xtx7bA7JDLS85SgQA0uGtcpY1Kddh9IkL+PnBW7wyEl4qKlQc1SGQEGgBAILLRTdmYlSpSQLVu2mMVJh4CdPn26PPPMM26/uQYHeXXxcKf7h7ZMZPbpp5+6/f4AAPibDq+qocRfR07L+m1HzdwP2u+wXKlYadmwnBQrEu11elAgiIz45xxqVi4u1SoUE/0fPjzMRisFEGqBhaYoAQAA30pPt8vZc6ny9YIdcuLU+SyvHTmRJJt2HJNqFeOkV8ea5o5+MEwap+cQEVHwzwNATgX/FggAAAWQtsqfT0mXGbO35ggqMtv7V6J8MfcPM8ISAAQyAgsAAPwgLd0hi37dL0nn0y647aFjZ2X9tiOSlu7ZZHMAkJ8ILAAA8FMa1M4/E9zefsP2oxIWBKlQAIIXgQUAAH6wY99Jj9KbEk4ny6nT/5vMFQACDYEFAAD5TAOKc8kXToHK7nyK5/sAQH7xeOZtnQVbJ8PTYV51ZIfq1atL7969pUaNGtaUEACAIKNDrEZdxBwVF7MPAARkYDFhwgQZOXKk2O12KVu2rBnR4ujRo/Lkk0/K888/b2a9BgAAF1a7aglZtGq/uDFlk1EkNlJKxMVYXSwAsD4VSme71snvnn76aTPT9cGDB+XQoUMZgYUuS5cuvfiSAAAQQqIjw6VaxWJub9+0blkzmR4AFPgWi2nTpsm9994ro0ePzrK+ZMmSMnbsWBNkvPHGG9K+fXsrygkAQFAJD7dJp0sry9+Hz0hyanqe25YsFiMtGpTLmL0aAAKR23+hVq1aJXfeeWeur+trK1eu9FW5AADIN+l2e75PQKf9FIvERsktPetK4UKRuW5XrlSs3NqznglEACAoWiwOHz4s1apVy/V17cStrRYAABQEqWnpZl6InfsT5GTieXOhXzm+qMSXLix2h0Miwq1vHdD30H4T997Y2Aw/u37bUTOkrE5XUbZUrLRsEC8VyxYx2zKHBYCgCSzOnz8vUVFRub4eGRkpKSkpvioXAACW0IFHtHVixfq/ZdOOY5KckjUNqURctLRpVkFqVSmRL8FF+L/voZ25a1cpkfE8Lc1uWik04AGAoBsV6p133pEiRf65c5Ld6dOnfVUmAAAso0HF1wt2yJ+HXP+/dTIxWX5YukfatUiRFvXLSUQ+9WsID8v6Pvn1vgCQ74FFlSpV5O23377gNgAABHL60/J1f+caVGS2bO1fUqlcUSlfpjCtBgDgy8BCJ8QDAKAg034Kmv7krt82H5Kr29eQiAgCCwC4ENpZAQAh07fij70nJeUCQ7tmtvtAghkxCgDgw8BixYoV8v3332dZ9+GHH5rRoHQW7vvuu0+Sk5PdPRwAAPnet0JHf/KEzop9JinVsjIBQEgGFjoJ3u+//57xfNOmTTJgwADp0qWLmXX7u+++kwkTJlhVTgAAvGMTCQvzPKXpYvYBgFDkdmCxfv166dy5c8bzTz/9VFq3bm06dA8bNkymTJkin3/+uVXlBADA61GXKvw7J4S7oiLDpWjh3IdaBwBcRGBx8uRJKVeuXMbzJUuWSM+ePTOeX3LJJfLnn3+6ezgAAPKdjvJUrIj7gUKDmiVN3wwAgA8DCw0q9uzZYx7rRHhr166Vyy67LMs8FjpJHgAAgUpn1L6saQW3to2MCJNLGpWXyIhwy8sFACEVWFx11VWmL8XPP/8sI0aMkNjYWLniiisyXt+4caPUrFnTqnICAOA1nUm7bvWSclmT8hcMKvp0qS2FYjyaRxYAQprbfzHHjRsnffr0kQ4dOpjZtz/44AOJivpfc/L06dOlW7duVpUTAACfBReXNikvlcvHyW+bD8revxKzBBT1a5aS1o3Lm6BCtwUA+DiwKF26tCxdulROnTplAovw8KxNw1988YVZDwBAoNOAoVK5IlK+TC1JTbXLmaQUM/pTsaLRpk8F6U8A4DmP23iLFSvmcn3JkiUv4u0BAPAPm80mEeG6hJHyBAA+4PZf0ubNm5s/wq4CjTp16sjQoUOlfv36vigTAAAAgGANLHr37u1yfUJCghkhqlmzZvLTTz/J5Zdf7svyAQAAAAimwGLUqFF5vv7000/LyJEjZeHChb4oFwAAAIACxGfDXdx2222yadMmXx0OAAAAQCgGFjpKlN1u99XhAAAAAIRiYPH1119LgwYNfHU4AAAAAMHYx2LKlCku1+u8FmvWrJHZs2fLjz/+6MuyAQAAAAi2wGLy5Mku18fFxUndunXN5Hlt2rTxZdkAAAAABFtgsWfPHmtLAgAAAKDA8lkfCwAAAAChy63A4j//+Y8kJSW5dcBff/3V9LcAAAAAEDrcCiy2bNkiVatWlQcffNB00D569GjGa2lpabJx40aZOnWqtG3bVm655RYpWrSolWUGAAAAUBD7WHz44YeyYcMGee2118xEeImJiWbeiujo6IyWjObNm8u9994rd911l8TExFhdbgAAAAAFsfN206ZN5e2335Y333zTtFDs27dPzp07J6VLl5ZmzZqZnwAAAABCk9uBhVNYWJgJJHQBAAAAAMWoUAAAAAC8RmABAAAAwGsEFgCAgJGali52u8M81p9paXZ/FwkAYFUfCwAAfC0t3S7JKemydsth2fVngqSkpktMVITUrlZCmtcrKxHhYRIRwb0wAAjKwGLnzp2ya9cuad++vRQqVEgcDofYbDbflg4AEPTS0+3y64aDsmrzQXH801hhnElKlWPrz5nXrmhVUZrVLSvh4QQXABCoPP4Lffz4cenSpYvUqVNHrrrqKjl48KBZP2DAAHn00UetKCMAIIhbKlZuOCi/bsoaVGRmdzhkyW8HZMMfRyWV1CgACJ7A4pFHHpGIiAjZv3+/xMbGZqzXGbfnzJnj6/IBAILY+eQ001Lhjp9XHzCt4wCAIEmFmjdvnsydO1cqVaqUZX3t2rXNpHkAALjbUVv7VLgbK6TbHbLxj6PS7N8+FwCAwOLxX+azZ89maalwOnHihERHR/uqXACAIKf9JXb+meDRPjv3JYjQaAEAwRFYXHHFFfLhhx9mPNcO23a7XV544QXp1KmTr8sHAAhSYTabpKSke7RPcmqa2GisAIDgSIXSAKJz586yevVqSUlJkccff1x+//1302Lxyy+/WFNKAEDQ0XkqoqMiJOl8mtv76PYO7b9NcAEAAcfjP82NGjWSP/74Q9q1ayfXXXedSY3q06ePrFu3TmrWrGlNKQEAQUf7TNSpVsKjferq9oxsDgAFv8UiNTVVevToIdOmTZOnn37aulIBAIJeZESYNK9fVlblMdRsZjpBXqPapem4DQAByqO/zpGRkbJx40afvfnSpUulV69eUqFCBdNXY9asWVle12EFR44cKeXLlzeT8On8GTt27LjgcV9//XWpVq2axMTESOvWrWXVqlU+KzMAwHeiIsLl8uYV3dq206WVtWef5WUCAFwcj2/73HHHHfLuu++KL2gaVdOmTU0gkFt/jilTppgWkl9//VUKFy4s3bt3l/Pnz+d6zM8++0yGDRsmo0aNkrVr15rj6z5HjhzxSZkBAL6jrRAtG5STK1pWlLAw10GDtlB0bVtV6tcoZVo5AABB0nk7LS1Npk+fLgsWLJCWLVuai/3MJk2a5PaxevbsaRZXtLXi5Zdflmeeecb05VA6GlW5cuVMy8att97qcj99/4EDB8rdd99tnmtQMnv2bFPmJ5980oMzBQDk17CzzeuVkyZ1ysiGbUfNELTJKekSEx0udauVNOlP2qpNChQABFlgsXnzZmnRooV5rJ24M9M//L6yZ88eOXTokEl/cipWrJhJbVqxYoXLwEJHqVqzZo2MGDEiY11YWJg5hu6Tm+TkZLM4JSYmZvQp0aWgc55DMJxLoKKOrUX9hkYda4NF49olpXGdkmYoWh01SjOfbGI3c1ekpno2NG2gCYQ6DmbUr/Wo49Cs41QPyuJxYLFo0SLJDxpUKG2hyEyfO1/L7tixY5Kenu5yn23btuX6XhMmTJAxY8a4nGXc1WSABdX8+fP9XYSgRx1bi/q1HnVsPerYWtSv9ajj0KrjpKQk6wKLYKQtHNovI3OLReXKlaVbt24SFxcnBZ1GmvoF7dq1q+mAD9+jjq1F/VqPOrYedWwt6td61HFo1nHiv5k8lgQWOrt2XilPP/30k/hCfHy8+Xn48GEzKpSTPm/WrJnLfUqXLi3h4eFmm8z0ufN4rkRHR5slO/1AA+VD9YVgO59ARB1bi/q1HnVsPerYWtSv9ajj0KrjSA/K4XFPOL2o15GWnEuDBg1M3wYdgalx48biK9WrVzfBwMKFC7NETDo6VJs2bVzuExUVZTqUZ97Hbreb57ntAwAAAMB7HrdYTJ482eX60aNHy5kzZzw6lm6/c+fOLB22169fLyVLlpQqVarI0KFD5bnnnpPatWubQOPZZ581c1707t07Y5/OnTvL9ddfL4MHDzbPNaWpf//+0qpVK7n00kvNyFI6rK1zlCgAAAAAvuezPhY6v4VeyL/00ktu77N69WqTWuXk7OeggcH7778vjz/+uAkK7rvvPklISJB27drJnDlzzMR3Trt27TKdtp1uueUWOXr0qJlYTzt5awuL7pO9QzcAAACAAAwsdDjXzBf87ujYsaOZryI32pdj7NixZsnN3r17c6zT1gtnCwYAAACAAAws+vTpk+W5BgYHDx40rQ+aqgQAAAAg9HgcWOjwq5lHhdIJ6OrWrWtaFXR4VgAAAAChx+PAQvs+AAAAAIBXw83WqFFDjh8/nmO9dq7W1wAAAACEHo8DC+0snZ6enmN9cnKy/PXXX74qFwAAAIBgTIX69ttvMx7PnTtXihUrlvFcAw2dhK5atWq+LyEAAACA4AksnJPSacdtnWci+1TfGlRMnDjR9yUEAAAAEDyBhd1uNz91BuzffvtNSpcubWW5AAAAAATzqFB79uyxpiQAAAAAgjuwmDJlitx3331mZm19nJeHH37YV2UDAAAAEEyBxeTJk+X22283gYU+zo32vyCwAAAAAEJPhKfpT6RCAQAAAPB6HgsAAAAAuKgWi2HDhom7Jk2a5Pa2AAAAAEIosFi3bl2W52vXrpW0tDSpW7euef7HH39IeHi4tGzZ0ppSAgAAACj4gcWiRYuytEgULVpUPvjgAylRooRZd/LkSbn77rvliiuusK6kAAAAAIKnj4XOrj1hwoSMoELp4+eee46ZtwEAAIAQ5XFgkZiYKEePHs2xXtedPn3aV+UCAAAAEMyBxfXXX2/Snr7++ms5cOCAWb766isZMGCA9OnTx5pSAgAAACj4fSwymzZtmjz22GNy2223SWpq6j8HiYgwgcWLL75oRRkBAAAABFtgERsbK1OnTjVBxK5du8y6mjVrSuHCha0oHwAAAIBgDCycNJBo0qSJb0sDAAAAIDQCi7Nnz8p//vMfWbhwoRw5ckTsdnuW13fv3u3L8gEAAAAIxsDi3nvvlSVLlsidd94p5cuXF5vNZk3JAAAAAARvYPHjjz/K7Nmz5fLLL7emRAAAAACCf7hZnQyvZMmS1pQGAAAAQGgEFuPGjZORI0dKUlKSNSUCAAAAEPypUBMnTjTDzJYrV06qVasmkZGRWV5fu3atL8sHAAAAIBgDi969e1tTEgAAAAChE1iMGjXKmpIAAAAACJ0+FiohIUHeeecdGTFihJw4cSIjBeqvv/7ydfkAAAAABGOLxcaNG6VLly5SrFgx2bt3rwwcONCMEvX111/L/v375cMPP7SmpAAAAACCp8Vi2LBhctddd8mOHTskJiYmY/1VV10lS5cu9XX5AAAAAARjYPHbb7/J//3f/+VYX7FiRTl06JCvygUAAAAgmAOL6OhoSUxMzLH+jz/+kDJlyviqXAAAAACCObC49tprZezYsZKammqe22w207fiiSeekBtuuMGKMgIAAAAItsBCJ8g7c+aMlC1bVs6dOycdOnSQWrVqSdGiRWX8+PHWlBIAAABAcI0KpaNBzZ8/X5YtW2ZGiNIgo0WLFmakKAAAAAChyePAwqldu3ZmAQAAAICLmiBv4cKFcs0110jNmjXNoo8XLFjg+9IBAAAACM7AYurUqdKjRw/Tp2LIkCFmiYuLM/NYvP7669aUEgAAAEBwpUI9//zzMnnyZBk8eHDGuocfflguv/xy89qgQYN8XUYAAAAAwdZikZCQYFossuvWrZucOnXKV+UCAAAAEOzzWMycOTPH+m+++cb0tQAAAAAQejxOhWrQoIGZr2Lx4sXSpk0bs27lypXyyy+/yKOPPipTpkzJkiIFAAAAIPh5HFi8++67UqJECdmyZYtZnIoXL25ec9IZuQksAAAAgNDgcWCxZ88ea0oCAAAAIHT6WJw/fz7X1w4ePOhteQAAAACEQmDRokULWb9+fY71X331lTRp0sRX5QIAAAAQzIFFx44d5bLLLpP//ve/5vnZs2flrrvukjvvvFOeeuopK8oIAAAAINj6WOjM21dffbXce++98v3335v0pyJFisiqVaukUaNG1pQSAAAAQHAFFqpnz57Sp08feeONNyQiIkK+++47ggoAAAAghHmcCrVr1y4zf4W2VsydO1cef/xxM2me/kxNTbWmlAAAAACCK7Bo1qyZVK9eXTZs2CBdu3aV5557ThYtWiRff/21XHrppT4vYLVq1cycGNmXQYMGudz+/fffz7FtTEyMz8sFAAAAwMs+FtpRO7O2bdvKunXrZOjQoeJrv/32m6Snp2c837x5swlobrrpplz3iYuLk+3bt2c81+ACAAAAQAAFFtmDCqeiRYtmmXnbV8qUKZPl+X/+8x+pWbOmdOjQIdd9NJCIj4/3eVkAAAAAeBlYPPjgg/LCCy+YEaDUJ598YvpWFC5c2DxPSEiQ2267TX744QexSkpKinz00UcybNiwPFshzpw5I1WrVhW73W7m3Xj++eelYcOGuW6fnJxsFqfExETzU/uMBEO/Eec5BMO5BCrq2FrUr/WoY+tRx9aifq1HHYdmHad6UBabw+FwuLNheHi4GVq2bNmyGelGOlFejRo1zPPDhw9LhQoVsqQt+drnn39ugpf9+/eb93JlxYoVsmPHDjNZ36lTp+Sll16SpUuXyu+//y6VKlVyuc/o0aNlzJgxOdbPmDFDYmNjfX4eAAAAQEGQlJRkrr/1ulqv/30SWISFhcmhQ4cyAgtNfdIO3PkZWHTv3l2ioqLM8LaeRFn169eXvn37yrhx49xusahcubIcO3bsghVYEGgdzJ8/3/RNiYyM9HdxghJ1bC3q13rUsfWoY2tRv9ajjkOzjhMTE6V06dJuBRYXNY+FP+zbt08WLFhgRp/yhH4ozZs3l507d+a6TXR0tFlc7RsoH6ovBNv5BCLq2FrUr/WoY+tRx9aifq1HHYdWHUd6UA6Ph5v1l/fee8+0luis357QFpRNmzZJ+fLlLSsbAAAAEOo8arEYOXJkRp8D7Ug9fvx4KVasWEb+lVW0E7YGFv379zczfWfWr18/qVixokyYMME8Hzt2rFx22WVSq1Yt06H8xRdfNK0d9957r2XlAwAAAEKd24FF+/bts8wNoXNX7N69O8c2VtAUKO2wfc899+R4Tddr/w+nkydPysCBA01/kBIlSkjLli1l+fLl0qBBA0vKBsA30tLtEmazydlzqZKWZpeY6HCJigxnHhogRKSm2SU8zCZnklIk3e6Q2JhI8zw8/J/JbpE/7A6H2O0O83f43Pk0U/9FYqPMOsBngcXixYvFX7p16ya59THPXq7JkyebBUDBoP9Z6bJh+xFZv/2onDr9v4EUKpQpIi0alpMq5RidDQhW6el2E1Ss/v2QbN5xTJLOp5n1GktUq1hMLmkYL/FlCktEeIHJ3i7Qn8X+g4my+vfD8ueh0xnrixaOkiZ1ykijWiX8Wj4EvgLTeRtA8NGAIjklXT6bs01OnDqf4/W/j56RvxefkVpVCv7obABcX8gmnE6WL+ZuzwgonPR+4p4Dp8xySaN4adusgoQTXFj6WSxYuU9+33k8x2unz6bIL+v+ks07DkvpCDEtSoHRrRiBht9QAH71xbztLoOKzHbtTzA/tWkeQHClQLoKKrL7bfMh2fjHUf4GWCQ1LV1WbPjbZVCRWeKZFPPTzZkKEIIILAD4rbVi94EEOXbynNv7pNu5qACChQYJa7ceuWBQ4bRq0yEJC6OvhTVs5rNw1x97T5gWDiA7AgsAfqF3vNZucf8/MrXhj2MmFxtAwadBwqY/jrq9vQ7soDcjtHMxfNtq9PvOYx61Bm3YfowO9XCJwAKAX2iu9MGjZzza5/CxMzTBA0HiXHKanElK9WifA4fPSHo6fwN83Xr89xHP/hYfTzgnDuFzwEV23t64caO4q0mTJm5vCyC0eXrnUf8D5B4ZEBwu5iaBzmslXND6nHbG9pRDPwpuT+NiAotmzZqZJi/9I3Chpi+d6RoALkT/nsQVic4yvOyFFI2N5pICCBIx0RFmngpPLmqLFYmmn4WP6WVdsSJRHu2j8wzp/BZAdm7Fmnv27DGT4enPr776SqpXry5Tp06VdevWmUUf16xZ07wGAO7QdIbGtUp7tE/jOmXMpHkAguPmQp1q7s+LoAFFo9qlJTzTpLjwXmREuDStV9ajferXKCVppKThYlssqlatmvH4pptukilTpshVV12VJf2pcuXK8uyzz0rv3r3dOSSAEBcREWb+M1u58aDpPOiOksVjLC8XgPy7oG3VKF627j7h1vZ1q5WgtcIiRQpFSpXyRWX/wf9NipeXZvXKSGQEAR5y8vhbsWnTJtNikZ2u27Jli6eHAxDCNA2iV6eaF7xYKFzon6mYuKQAgkuJuBjpeEnlC25XukQh6dKmqglG4Hua5n51h5oSd4GUKGc2fHQk8yvDR4FF/fr1ZcKECZKS8s8kKUof6zp9DQA8abWoXK6o3Ny9rpQrFZvjdf1PrGbl4nJLz7rmOXcrgeASER4mTeqWkas71JDiRaNdvG6ThrVKSd+r6pkbEbCG/m2NigyTO65pYNLTwlz0py1dvJD06lgz42834IrHIee0adOkV69eUqlSpYwRoHTUKI12v/vuO08PByDE6X9QGlTcelV9OXnqnOzYl2DmqogtFCENapQyfSrsdvcm0AJQMIMLvYFQu0oJ+fvoGdn/d6Lp0K13zzWXX69xaamwnvZdCYuySffLq0mXyxyyZddxM3eIfj7VKxWTsiVjzY3kzf4uKIIrsLj00ktNR+6PP/5Ytm3bZtbdcsstctttt0nhwoWtKCOAEJjTQpUuEWtSI3QY2rCwsIw7lKmp3KkEgplevKqKZYtI+dKFRUei1bvotFLmL71JrEGcZjo1q1f2nyG+bf/7G+38CeTmopLkNIC47777LmZXAMiT/sfFvUkgdC9sGcY0MBDYId8Cix07dsiiRYvkyJEj/05W8z8jR468qIIAAAAACKHA4u2335YHHnhASpcuLfHx8VkmzNPHBBYAAABA6PE4sHjuuedk/Pjx8sQTT1hTIgAAAAAFjse9cE6ePGkmyQMAAACAiw4sNKiYN2+ep7sBAAAACGIep0LVqlVLnn32WVm5cqU0btxYIiP/mRHX6eGHH/Zl+QAAAAAEY2Dx1ltvSZEiRWTJkiVmyUw7bxNYAAAAAKHH48Biz5491pQEAAAAQIHFFIoAAAAA8r/F4p577snz9enTp3tTHgAAAAChEFjocLOZpaamyubNmyUhIUGuvPJKX5YNAAAAQLAGFjNnzsyxzm63m9m4a9as6atyAQAAAAi1PhZhYWEybNgwmTx5si8OBwAAACBUO2/v2rVL0tLSfHU4AAAAAMGcCqUtE5k5HA45ePCgzJ49W/r37+/LsgEAAAAI1sBi3bp1OdKgypQpIxMnTrzgiFEAAAAAgpPHgcWiRYusKQkAAACA0AksnI4ePSrbt283j+vWrWtaLQAAAACEJo87b589e9akPJUvX17at29vlgoVKsiAAQMkKSnJmlICAAAACK7AQjtvL1myRL777jszKZ4u33zzjVn36KOPWlNKAAAAAMGVCvXVV1/Jl19+KR07dsxYd9VVV0mhQoXk5ptvljfeeMPXZQQAAAAQbC0Wmu5Urly5HOvLli1LKhQAAAAQojwOLNq0aSOjRo2S8+fPZ6w7d+6cjBkzxrwGAAAAIPR4nAr1yiuvSPfu3aVSpUrStGlTs27Dhg0SExMjc+fOtaKMAAAAAIItsGjUqJHs2LFDPv74Y9m2bZtZ17dvX7n99ttNPwsAAAAAoeei5rGIjY2VgQMH+r40AAAAAEInsNCJ8V599VXZunWreV6/fn0ZPHiw1KtXz9flAwAAABCMnbd1uFlNh1qzZo3pY6HL2rVrpXHjxuY1AAAAAKHH4xaLxx9/XEaMGCFjx47Nsl5HitLXbrjhBl+WDwAAAEAwtlgcPHhQ+vXrl2P9HXfcYV4DAAAAEHo8Dix0xu2ff/45x/ply5bJFVdc4atyAQAAAAi2VKhvv/024/G1114rTzzxhOljcdlll5l1K1eulC+++MJMkgcAAAAg9LgVWPTu3TvHuqlTp5ols0GDBsn999/vu9IBAAAACJ7Awm63W18SAAAAAKHTxwIAAAAAfDJB3sKFC81y5MiRHK0Z06dPv5hDAgAAAAilwEI7aOscFq1atZLy5cuLzWazpmQAAAAAgjewmDZtmrz//vty5513WlMiAAAAAMHfxyIlJUXatm1rTWkAAAAAhEZgce+998qMGTMkP4wePdqkWmVe6tWrl+c+Op+GbhMTEyONGzeWH374IV/KCgAAAIQyj1Ohzp8/L2+99ZYsWLBAmjRpIpGRkVlenzRpki/LJw0bNjTv5RQRkXuRly9fLn379pUJEybINddcYwIgnYNj7dq10qhRI5+WCwAAAIAXgcXGjRulWbNm5vHmzZuzvGZFR24NJOLj493a9pVXXpEePXrI8OHDzfNx48bJ/Pnz5bXXXjN9QwAAAAAESGCxaNEiyU87duyQChUqmNSmNm3amNaIKlWquNx2xYoVMmzYsCzrunfvLrNmzcqn0gIAAACh6aLmscgvrVu3NiNQ1a1bVw4ePGiGur3iiitMS0nRokVzbH/o0CEpV65clnX6XNfnJTk52SxOiYmJ5mdqaqpZCjrnOQTDuQQq6tha1K/1qGPrUcfWon6tRx2HZh2nelAWm8PhcLizYZ8+fdw64Ndffy1WSUhIkKpVq5p+HAMGDMjxelRUlHzwwQemn4XT1KlTTUBy+PDhPDuJ6zbZaR+N2NhYH54BAAAAUHAkJSXJbbfdJqdOnZK4uDjftFgUK1ZM/K148eJSp04d2blzp8vXtS9G9gBCn1+oj8aIESOypFBpi0XlypWlW7duF6zAgkAjTe1r0rVr1xyd7eEb1LG1qF/rUcfWo46tRf1ajzoOzTpO/DeTxx1uBxbvvfee+NuZM2dk165duU7Op30wFi5cKEOHDs1Ypx+Ors9LdHS0WbLTDzRQPlRfCLbzCUTUsbWoX+tRx9ajjq1F/VqPOg6tOo70oBwez2ORnx577DFZsmSJ7N271wwle/3110t4eHhGqlO/fv1Ma4PTkCFDZM6cOTJx4kTZtm2bSXFavXq1DB482I9nAQAAAAS/gO68feDAARNEHD9+XMqUKSPt2rWTlStXmsdq//79Ehb2v9hIZwTXfhHPPPOMPPXUU1K7dm0zIhRzWAAAAAAhHFh8+umneb6+ePHiHOtuuukmswAAAADIPwGdCgUAAACgYCCwAAAAAOA1AgsAAAAAXiOwAAAAAOA1AgsAAAAAXiOwAAAAAOA1AgsAAAAAXiOwAAAAAOA1AgsAAAAAXiOwAAAAAOA1AgsAAAAAXiOwAAAAAOA1AgsAAAAAXiOwAAAAAOA1AgsAAAAAXiOwAAAAAOA1AgsAAAAAXiOwAAAAAOA1AgsAAAAAXiOwAAAAAOA1AgsAAAAAXiOwAAAAAOA1AgvABxzpaf/8dDjEYU8XR2qyv4sEAACQryLy9+2A4OJISxGxhYljx2/muf3/jRJ7mE1sFeuItOohUqy02ML5NQMAAMGPKx7Am6Di0B6xf/u6OJKTRWpcJZJ4Ql8Qx8nD4tj8s0jtlhJ21UCxhUf6u7gAAACWIhUKuNjUp6MHxP7VJJHzZ3PfcMcasX/zmjjS0/OzeAAAAPmOwAK4GDab2Oe/L/Jv34o87d0ssneTOOz2/CgZAACAXxBYABfjyJ8ix/5ye3P72nkidlotAABA8CKwADykIz45tv3q2U5/bhdx0GIBAACCF4EF4CmHQyQ5yfP9UlOsKA0AAEBAILAAPGWziUTHer5fZJQVpQEAAAgIBBaAh2yR0WKrf5lnO1Wub+a7AAAACFZc6QAXo0wlkdKV3N48rGU3kbBwS4sEAADgTwQWwMVwOCSs290i7syqXaOpSNUGYgvj1w0AAAQvrnSAi2DTgKJ0BQm7abhIoSK5b1f3Ugnr9eA/2wMAAAQxrnaAi2SLiBJH2aoSdt9EsW37TWTnEZHiZUTCw8RWsY7YWnUXKVKCoAIAAIQErngAL9giIv/5WbO5yM65EnbbMxIWEWEmw9NO3gAAAKGCwALwAVv4Px2zbWHh/7RQ0EoBAABCDH0sAAAAAHiNwAIAAACA1wgsAAAAAHiNwAIAAACA1wgsAAAAAHiNwAIAAACA1wgsAAAAAHiNwAIAAACA1wgsAAAAAHiNwAIAAACA1wgsAAAAAHiNwAIAAACA1wgsAAAAAHiNwAIAAACA1wgsAAAAAAR3YDFhwgS55JJLpGjRolK2bFnp3bu3bN++Pc993n//fbHZbFmWmJiYfCszAAAAEIoCOrBYsmSJDBo0SFauXCnz58+X1NRU6datm5w9ezbP/eLi4uTgwYMZy759+/KtzAAAAEAoipAANmfOnBytEdpysWbNGmnfvn2u+2krRXx8fD6UEAAAAEDAt1hkd+rUKfOzZMmSeW535swZqVq1qlSuXFmuu+46+f333/OphAAAAEBoCugWi8zsdrsMHTpULr/8cmnUqFGu29WtW1emT58uTZo0MYHISy+9JG3btjXBRaVKlVzuk5ycbBanxMRE81NTr3Qp6JznEAznEqioY2tRv9ajjq1HHVuL+rUedRyadZzqQVlsDofDIQXAAw88ID/++KMsW7Ys1wAht8qoX7++9O3bV8aNG+dym9GjR8uYMWNyrJ8xY4bExsZ6VW4AAACgoEpKSpLbbrvN3LDXfswFPrAYPHiwfPPNN7J06VKpXr26x/vfdNNNEhERIZ988onbLRaaRnXs2LELVmBBoMGVdn7v2rWrREZG+rs4QYk6thb1az3q2HrUsbWoX+tRx6FZx4mJiVK6dGm3AouAToXSmOehhx6SmTNnyuLFiy8qqEhPT5dNmzbJVVddles20dHRZslOP9BA+VB9IdjOJxBRx9aifq1HHVuPOrYW9Ws96ji06jjSg3IEdGChQ81qOpK2VuhcFocOHTLrixUrJoUKFTKP+/XrJxUrVjRzXqixY8fKZZddJrVq1ZKEhAR58cUXzXCz9957r1/PBQAAAAhmAR1YvPHGG+Znx44ds6x/77335K677jKP9+/fL2Fh/xvc6uTJkzJw4EAThJQoUUJatmwpy5cvlwYNGuRz6QEAAIDQEdCBhTvdPzRFKrPJkyebBQAAAED+KVDzWAAAAAAITAQWAAAAALxGYAEAAADAawQWAAAAALxGYAEAAADAawQWAAAAALxGYAEAAADAawQWAAAAALxGYAEAAADAawQWAAAAALxGYAEAAADAawQWAAAAALxGYAEAAADAawQWAAAAALxGYAEAAADAawQWAAAAALxGYAEAAADAawQWAAAAALxGYAEAAADAawQWAAAAALxGYAEAAADAawQWAAAAALxGYAEAAADAawQWAAAAALxGYAEAAADAawQWAAAAALxGYAEAAADAawQWAAAAALxGYAEAAADAawQWAAAAALxGYAEAAADAawQWAAAAALxGYAEAAADAawQWAAAAALxGYAEAAADAawQWAAAAALwW4f0h4EsOh10kLU0fiYSFiy2cjwgAAACBj6vWAOFISxUJCxP5a6c49m4SSU0WKVJCpFE7kagYkfAIsdloYAIAAEBgIrAIAI60FHHs3SyOpV+IJBzJ+tovX4tUbyJh3e8RR1QMLRgAAAAISNwCD4SgYuuv4vh2ao6g4p8NHCK7N4j9ozEiyefEYbf7o5gAAABAnggs/C0pURwLPvynT0VeTp8Q++xpIvb0/CoZAAAA4DYCCz9ypCaLY808Ee2w7Y4/t4mcTbC6WAAAAIDHCCz8KSJKHFuWe7SLY/0icaSmWFYkAAAA4GIQWPhTWorpN+GR08fdb+EAAAAA8gmBhT/p8LKeCo+0oiQAAACAVwgs/CpMpExlz3apVMfMaQEAAAAEEgILv3KIrXln9zfXeSzqt2EuCwAAAAQcAgs/0gBBAwUpXs697Vv1/GdeCwAAACDAEFj4m80mYTc/LlK8bN6bNb1SbJf0EFtkVL4VDQAAAHAXOTV+ZgsLF0dsUQm7c4w4Ni4Wx/qfRE4d/fdFm0i1xhLWqrtIhZqkQAEAACBgcaUaIMGF6NK00z99Ls6fFUlLFYkp/M/IUZoyZaNxCQAAAIGLwCKA2CL+HUo2Ns7fRQEAAAA8wm1wAAAAAKERWLz++utSrVo1iYmJkdatW8uqVavy3P6LL76QevXqme0bN24sP/zwQ76VFQAAAAhFAR9YfPbZZzJs2DAZNWqUrF27Vpo2bSrdu3eXI0eOuNx++fLl0rdvXxkwYICsW7dOevfubZbNmzfne9kBAACAUBHwgcWkSZNk4MCBcvfdd0uDBg1k2rRpEhsbK9OnT3e5/SuvvCI9evSQ4cOHS/369WXcuHHSokULee211/K97AAAAECoCOjAIiUlRdasWSNdunTJWBcWFmaer1ixwuU+uj7z9kpbOHLbHgAAAECQjwp17NgxSU9Pl3Llss5Mrc+3bdvmcp9Dhw653F7X5yY5OdksTomJieZnamqqWQo65zkEw7kEKurYWtSv9ahj61HH1qJ+rUcdh2Ydp3pQloAOLPLLhAkTZMyYMTnWz5s3z6RdBYv58+f7uwhBjzq2FvVrPerYetSxtahf61HHoVXHSUlJwRFYlC5dWsLDw+Xw4cNZ1uvz+Ph4l/voek+2VyNGjDAdxDO3WFSuXFm6desmcXEFf04JjTT1C9q1a1eJjPx3rgz4FHVsLerXetSx9ahja1G/1qOOQ7OOE//N5CnwgUVUVJS0bNlSFi5caEZ2Una73TwfPHiwy33atGljXh86dGjGOv2AdH1uoqOjzZKdfqCB8qH6QrCdTyCijq1F/VqPOrYedWwt6td61HFo1XGkB+UI6MBCaUtC//79pVWrVnLppZfKyy+/LGfPnjWjRKl+/fpJxYoVTTqTGjJkiHTo0EEmTpwoV199tXz66aeyevVqeeutt/x8JgAAAEDwCvjA4pZbbpGjR4/KyJEjTQfsZs2ayZw5czI6aO/fv9+MFOXUtm1bmTFjhjzzzDPy1FNPSe3atWXWrFnSqFEjP54FAAAAENwCPrBQmvaUW+rT4sWLc6y76aabzAIAAAAgfwT0PBYAAAAACgYCCwAAAAChkQqV3xwOh8fDawX60GU6BrGeT6CMMBBsqGNrUb/Wo46tRx1bi/q1HnUcmnWc+O/1sPP6OC8EFi6cPn3a/NS5LAAAAIBQd/r0aSlWrFie29gc7oQfIUbnyvj777+laNGiYrPZpKBzTvj3559/BsWEf4GIOrYW9Ws96th61LG1qF/rUcehWccaKmhQUaFChSwjsbpCi4ULWmmVKlWSYKNf0ED5kgYr6tha1K/1qGPrUcfWon6tRx2HXh0Xu0BLhROdtwEAAAB4jcACAAAAgNcILEJAdHS0jBo1yvyENahja1G/1qOOrUcdW4v6tR51bL3oAl7HdN4GAAAA4DVaLAAAAAB4jcACAAAAgNcILAAAAAB4jcAiSE2YMEEuueQSM8lf2bJlpXfv3rJ9+3Z/Fyuo/ec//zETKg4dOtTfRQkqf/31l9xxxx1SqlQpKVSokDRu3FhWr17t72IFjfT0dHn22WelevXqpn5r1qwp48aNMxMiwXNLly6VXr16mYmk9O/BrFmzsryu9Tpy5EgpX768qe8uXbrIjh07/FbeYKvj1NRUeeKJJ8zficKFC5tt+vXrZya9he++x5ndf//9ZpuXX345X8sYCnW8detWufbaa80cEvp91uu6/fv3SyAjsAhSS5YskUGDBsnKlStl/vz55o9tt27d5OzZs/4uWlD67bff5M0335QmTZr4uyhB5eTJk3L55ZdLZGSk/Pjjj7JlyxaZOHGilChRwt9FCxr//e9/5Y033pDXXnvN/Cemz1944QV59dVX/V20Akn/xjZt2lRef/11l69r3U6ZMkWmTZsmv/76q7lY6N69u5w/fz7fyxqMdZyUlCRr1641wbL+/Prrr81NNb04g+++x04zZ8401xl6cQzPXKiOd+3aJe3atZN69erJ4sWLZePGjeZ7HRMTIwFNR4VC8Dty5IjefnQsWbLE30UJOqdPn3bUrl3bMX/+fEeHDh0cQ4YM8XeRgsYTTzzhaNeunb+LEdSuvvpqxz333JNlXZ8+fRy3336738oULPRv7syZMzOe2+12R3x8vOPFF1/MWJeQkOCIjo52fPLJJ34qZXDVsSurVq0y2+3bty/fyhUKdXzgwAFHxYoVHZs3b3ZUrVrVMXnyZL+UL1jr+JZbbnHccccdjoKGFosQcerUKfOzZMmS/i5K0NGWoauvvtqkNMC3vv32W2nVqpXcdNNNJqWvefPm8vbbb/u7WEGlbdu2snDhQvnjjz/M8w0bNsiyZcukZ8+e/i5a0NmzZ48cOnQoy98KTXFo3bq1rFixwq9lC/b//zTVpHjx4v4uStCw2+1y5513yvDhw6Vhw4b+Lk5Q1u/s2bOlTp06pkVT///TvxN5paQFCgKLEPmCat6/ppQ0atTI38UJKp9++qlpbtc+LfC93bt3mzSd2rVry9y5c+WBBx6Qhx9+WD744AN/Fy1oPPnkk3Lrrbea5nZNOdPgTf9e3H777f4uWtDRoEKVK1cuy3p97nwNvqUpZtrnom/fvhIXF+fv4gQNTZmMiIgwf4/he0eOHJEzZ86Yvps9evSQefPmyfXXXy99+vQxqe6BLMLfBUD+3FHfvHmzuQsJ3/nzzz9lyJAhpg9LwOc8FuCgWFssnn/+efNcL3r1u6z56f379/d38YLC559/Lh9//LHMmDHD3Hlcv369CSw0Z5o6RkGmfQtvvvlm02Feb1DAN9asWSOvvPKKuammLUGw5v8+dd1118kjjzxiHjdr1kyWL19u/v/r0KGDBCpaLILc4MGD5fvvv5dFixZJpUqV/F2coPvjqncVWrRoYe7c6KJ3ErRjpj7W0XbgHR05p0GDBlnW1a9fP+BHxShINJXB2WqhI+loeoP+R0YrnO/Fx8ebn4cPH86yXp87X4Nvg4p9+/aZmz+0VvjOzz//bP7vq1KlSsb/fVrPjz76qFSrVs3fxQsKpUuXNvVaEP//o8UiSOkdmoceesiM2KCjCehQkvCtzp07y6ZNm7Ksu/vuu01KiTa9h4eH+61swULT97IPk6x9AapWreq3MgUbHUUnLCzrPSb97jrvmMF39O+wBhDap0XvPqrExEQzOpSm+cG3QYUO46s31XSoaviO3nzI3qdQ+wHoev0/EN6LiooyQ8sWxP//CCyCOP1JUxu++eYbM5eFM39XOwrq2OnwntZr9j4rOnSk/idGXxbf0Dvn2rlYU6H0QmHVqlXy1ltvmQW+oeOojx8/3tx91FSodevWyaRJk+See+7xd9EKJM2L3rlzZ5YO25pepgNnaB1rmtlzzz1n+g1poKHDR2ramc41BO/rWFs5b7zxRpOmo6312nLs/P9PX9cLNnj/Pc4erGn/LA2a69at64fSBmcdDx8+XG655RZp3769dOrUSebMmSPfffeduVkc0Pw9LBWsoR+tq+W9997zd9GCGsPN+t53333naNSokRmSs169eo633nrL30UKKomJieY7W6VKFUdMTIyjRo0ajqefftqRnJzs76IVSIsWLXL5t7d///4ZQ84+++yzjnLlypnvdOfOnR3bt2/3d7GDpo737NmT6/9/uh988z3OjuFmranjd99911GrVi3zt7lp06aOWbNmOQKdTf/xd3ADAAAAoGCj8zYAAAAArxFYAAAAAPAagQUAAAAArxFYAAAAAPAagQUAAAAArxFYAAAAAPAagQUAAAAArxFYAAAAAPAagQUA5LPRo0dLs2bNvD6OzWaTWbNm+XzbQLR48WJzDgkJCQH1Obz77rvSrVs3r46xd+9ec27r1693ea7vv/++FC9e3Kflzm7OnDnmmHa73afHBRBaCCwAwE133XWX9O7d26N9PL2gX7Nmjdln5cqVLl/v3Lmz9OnTxzw+ePCg9OzZ063jZt42+4WslSZMmCDh4eHy4osvenWctm3bmnMoVqyYBIrz58/Ls88+K6NGjfLqOJUrVzbn1qhRI7e2f+yxx2ThwoXiSz169JDIyEj5+OOPfXpcAKGFwAIAAkjLli2ladOmMn369ByvaUCwaNEiGTBggHkeHx8v0dHRbh3Xk209kZqamufreh6PP/64y/PJLiUlJdf3iIqKMuegAVGg+PLLLyUuLk4uv/xyr46jgZeeW0REhFvbFylSREqVKiVWBM5Tpkzx+XEBhA4CCwC4SB07dpSHH37YXDiXLFnSXBxqmopTtWrVzM/rr7/eXBA7n1+IBg6fffaZJCUlZVmvKTHly5c3d5ezt4boRfngwYPN6zExMVK1alXTWuCUedvq1aubn82bNzfr9TyUpsGMHTtWKlWqZIIQTY3RFBknZ0uHlq1Dhw7mffK6w71kyRI5d+6cOWZiYqIsX748y+vOlJ533nnHlEmP5yzrG2+8Iddee60ULlxYxo8fnyU9SI9VqFAh+fHHH7Mcb+bMmVK0aNGMenviiSekTp06EhsbKzVq1DCtC3kFQvoel156qXlPTT3SgGHfvn25bv/pp59Kr169XLZqPf/881KuXDlzHD3/tLQ0GT58uPmeaP2+9957OerV3Rak7KlQ7n5uX3/9tXTq1MnUhwavK1asyHJcPZfVq1fLrl273CoHAGRHYAEAXvjggw/Mheivv/4qL7zwgrnAmz9/vnntt99+Mz/1IlJTXZzPL+T222+X5ORkc0fcyeFwmPfSC1e9w52d3mn+9ttv5fPPP5ft27ebC/7cAplVq1aZnwsWLDDl0gtO9corr8jEiRPlpZdeko0bN0r37t3Nxf2OHTuy7P/kk0/KkCFDZOvWrWabvPof9O3b16TY6E99nt3OnTvlq6++MmXIfGGtF88akG3atEnuueeeLPtoK8E111wjM2bMyLJez1kv6vXCWWmQocHYli1bzLm9/fbbMnnyZJdl1Qt/3VcDJj13vei+77778mwhWbZsmbRq1SrH+p9++kn+/vtvWbp0qUyaNMmkSml5S5QoYb4n999/v/zf//2fHDhwQHzB3c/t6aefNmlUWs8acOlnouftVKVKFRMM/fzzzz4pF4AQ5AAAuKV///6O6667LuN5hw4dHO3atcuyzSWXXOJ44oknMp7rn9mZM2dm2WbUqFGOpk2b5vlet956qzm+08KFC82xduzY4fLYDz30kOPKK6902O12l8fLvO2ePXvM83Xr1mXZpkKFCo7x48fnOJ8HH3wwy34vv/yy40JOnTrlKFSokGP9+vXmub5XkSJFHKdPn85SD5GRkY4jR47kKOvQoUOzrFu0aJFZf/LkSfNcz0WPd/bs2Yz3i4mJcfz444+5lunFF190tGzZ0uXncPz4cXP8xYsXO9yh5dDtly5dmuM7UrVqVUd6enrGurp16zquuOKKjOdpaWmOwoULOz755BOXn0f2c33vvfccxYoVc1luTz63d955J+P133//3azbunVrlv2aN2/uGD16tFt1AADZ0WIBAF5o0qRJlueainTkyBGvj6t36fWOtzMtRfso6N30WrVqudxeWzL0TnTdunVNeta8efM8ej9NL9K77Nn7C+hzbZnIzNVd+uw++eQTqVmzpkm5UZqeo+lZmkaVma4rU6ZMjv0v9B5XXXWVaQnRVhqlrR7aktGlS5eMbfS9tPyaoqb9Ep555hnZv3+/y+NpipLWod7t15QgbQXQ1pzcaIqXcqZvZdawYUMJC/vff6/aCtC4ceOM59ripH0kfPE98eRzy/xd1e+pyl4GTTHLnoIHAO4isAAAL+jFbWaaOuOLITt19CdNTdFUHr141FQhZ6dtV1q0aCF79uyRcePGmYvem2++WW688UaxgqZ+XYimPf3++++mQ7Jz0ZSk7J24czvWhd5DO3Pr+TnTofTnLbfcktEBWlOZNKVMA5Dvv/9e1q1bZ1KBcusg7kxZ0/10BCoNSjRdKLfRuTQw0M/65MmTbn0nrPqeeCJzGZwpXtnLcOLECZeBHgC4g8ACACy+mEtPT/d4P73jfffdd5t+FXrR7LyQzovesdeLa+1LoBfGehdfLxSz02OpzOXSfStUqCC//PJLlm31eYMGDTwqu/aL0E7A2hlaW1Gciz7XC/dt27aJL2jgoJ2UNYDRfg363Ek7imtriAYT2vpRu3btPDtiO2mH9hEjRpj9dfjX7P04Mteh1osGS/7ky89Nh8/VFjKtAwC4GO6NbQcAuCjagVrnHNDUFB2xRzvwuksDC+0M/tRTT5mOtpqmkhvtJKzpLXpRqEHJF198YVKAMk+s5lS2bFlzLL0o15GENJ1H54fQUYu0o7GmMGnqkt7B14DA07kNtLVCR1dq3759jtcuueQS87q381ooPb6eowYUOqpU69atM17TQELTnnTkJn3P2bNnm1GjcqOtPW+99Zbp9KwX6toBXjs/9+vXL9d9NG1KO3APHTpU/MlXn5u2zuh3tE2bNpaVFUBwo8UCACyko/XoKFE6CZqnd4I1FUr7DGi6TfaRkbLTEZB0VCq9O68X0jrE6A8//JAl199J04V0FKk333zTXERfd911Zr32zRg2bJg8+uijpk+ABh7ah0Ev0t2lqUYfffSR3HDDDS5f1/UffvjhBee/cIem82jAtWHDhiytFUoDhEceecQMwasX29oCocPN5kZHktKWFC2fpkDpiFCDBg0yozflRlPTtI5PnTol/uSLz83ZL0br0TmqFgB4yqY9uD3eCwAAyE033WT6t2j6VEF27Ngx0/FfU9ic85wAgKdosQAA4CJpSpeOOFXQaQvX1KlTCSoAeIUWCwAAAABeo8UCAAAAgNcILAAAAAB4jcACAAAAgNcILAAAAAB4jcACAAAAgNcILAAAAAB4jcACAAAAgNcILAAAAAB4jcACAAAAgNcILAAAAACIt/4/5/lQHibco+IAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.cluster import KMeans\n",
    "\n",
    "# --- STEP 1: Load & Clean Data ---\n",
    "df = pd.read_csv(\"tourism_indonesia_2013_2024.csv\")\n",
    "\n",
    "# Bersihkan persen\n",
    "if df['Hotel_Occupancy_Rate (%)'].dtype == 'object':\n",
    "    df['Hotel_Occupancy_Rate (%)'] = df['Hotel_Occupancy_Rate (%)'].str.replace('%', '').astype(float)\n",
    "\n",
    "# Interpolasi linier\n",
    "df_interp = df.copy()\n",
    "df_interp.set_index('Year', inplace=True)\n",
    "df_interp = df_interp.interpolate(method='linear')\n",
    "df_interp.reset_index(inplace=True)\n",
    "\n",
    "# --- STEP 2: Prediksi Forex Earnings dengan Regresi Linier ---\n",
    "reg_df = df_interp[['Intl_Visitor_Arrivals (million)', 'Forex_Earnings (USD billion)']].dropna()\n",
    "X = reg_df[['Intl_Visitor_Arrivals (million)']]\n",
    "y = reg_df['Forex_Earnings (USD billion)']\n",
    "model = LinearRegression()\n",
    "model.fit(X, y)\n",
    "missing_forex = df_interp['Forex_Earnings (USD billion)'].isnull()\n",
    "df_interp.loc[missing_forex, 'Forex_Earnings (USD billion)'] = model.predict(\n",
    "    df_interp.loc[missing_forex, ['Intl_Visitor_Arrivals (million)']]\n",
    ")\n",
    "\n",
    "# --- STEP 3: Visualisasi Tren ---\n",
    "fig, axes = plt.subplots(2, 2, figsize=(14, 10))\n",
    "axes[0, 0].plot(df_interp['Year'], df_interp['Inbound_Expenditure (USD billion)'], marker='o')\n",
    "axes[0, 0].set_title('Inbound Tourism Expenditure Over Time')\n",
    "axes[0, 1].plot(df_interp['Year'], df_interp['Hotel_Occupancy_Rate (%)'], marker='s', color='green')\n",
    "axes[0, 1].set_title('Hotel Occupancy Rate Over Time')\n",
    "axes[1, 0].scatter(df_interp['Intl_Visitor_Arrivals (million)'], df_interp['Forex_Earnings (USD billion)'], color='red')\n",
    "axes[1, 0].set_title('Intl Visitor Arrivals vs Forex Earnings')\n",
    "axes[1, 1].plot(df_interp['Year'], df_interp['Tourism_GDP_Share (%)'], marker='^', color='purple')\n",
    "axes[1, 1].set_title('Tourism GDP Share Over Time')\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "# --- STEP 4: Korelasi Heatmap ---\n",
    "corr_vars = [\n",
    "    'Hotel_Occupancy_Rate (%)',\n",
    "    'Inbound_Expenditure (USD billion)',\n",
    "    'Intl_Visitor_Arrivals (million)',\n",
    "    'Accommodation_Establishments (\\'000)',\n",
    "    'Tourism_Employment (million)',\n",
    "    'Forex_Earnings (USD billion)'\n",
    "]\n",
    "corr_matrix = df_interp[corr_vars].corr()\n",
    "plt.figure(figsize=(10, 8))\n",
    "sns.heatmap(corr_matrix, annot=True, cmap='YlGnBu', fmt=\".2f\")\n",
    "plt.title('Correlation Matrix of Key Tourism Indicators')\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "# --- STEP 5: Regresi Linier (Visitor → Forex) ---\n",
    "X = reg_df[['Intl_Visitor_Arrivals (million)']]\n",
    "y = reg_df['Forex_Earnings (USD billion)']\n",
    "model = LinearRegression()\n",
    "model.fit(X, y)\n",
    "y_pred = model.predict(X)\n",
    "plt.figure(figsize=(8, 6))\n",
    "plt.scatter(X, y, label='Actual Data')\n",
    "plt.plot(X, y_pred, color='blue', label=f'Regression Line (R² = {model.score(X, y):.2f})')\n",
    "plt.title('Regression: Visitor Arrivals vs Forex Earnings')\n",
    "plt.xlabel('Intl Visitor Arrivals (million)')\n",
    "plt.ylabel('Forex Earnings (billion USD)')\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "# --- STEP 6: Clustering ---\n",
    "cluster_df = df_interp[[\n",
    "    'Hotel_Occupancy_Rate (%)',\n",
    "    'Inbound_Expenditure (USD billion)',\n",
    "    'Intl_Visitor_Arrivals (million)',\n",
    "    'Forex_Earnings (USD billion)'\n",
    "]].dropna()\n",
    "scaler = StandardScaler()\n",
    "X_scaled = scaler.fit_transform(cluster_df)\n",
    "kmeans = KMeans(n_clusters=3, random_state=42)\n",
    "clusters = kmeans.fit_predict(X_scaled)\n",
    "df_interp['Cluster'] = np.nan\n",
    "df_interp.loc[cluster_df.index, 'Cluster'] = clusters\n",
    "plt.figure(figsize=(8, 6))\n",
    "sns.scatterplot(\n",
    "    x='Intl_Visitor_Arrivals (million)',\n",
    "    y='Inbound_Expenditure (USD billion)',\n",
    "    hue='Cluster',\n",
    "    data=df_interp,\n",
    "    palette='Set2',\n",
    "    s=100\n",
    ")\n",
    "plt.title('Cluster of Tourism Performance by Year')\n",
    "plt.xlabel('Intl Visitor Arrivals (million)')\n",
    "plt.ylabel('Inbound Expenditure (USD billion)')\n",
    "plt.grid(True)\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "# --- STEP 7: Simpan CSV Final ---\n",
    "df_interp.to_csv(\"cleaned_tourism_data_with_clusters.csv\", index=False)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ca977b79-bf75-4323-b358-91621db1539c",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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